Obesity has previously been found to be protective in cancers associated with wasting such as lung cancer, renal cell carcinoma, and melanoma—interestingly, cancers predominantly treated with immunotherapy, potentially due to the increased efficacy of the PD-1/PD-L1 blockade [23,24,25]. The gene discussed is CD274; the disease is lung cancer.